Presentation Link : https://bit.ly/build_dl
Main Blog post to refer : https://medium.com/@akshay090/end-to-end-deep-learning-tutorial-using-azure-f7bb524f7277
Final project link (live demo) : https://mini-pokedex.azurewebsites.net
Building Dataset:
- From Bing Image Search API : https://github.com/Akshay090/bingoset
- From Scraping google images using Selenium : https://github.com/Adarsh1999/download-google-images
- From google images using javascript : https://github.com/fastai/course-v3/blob/master/nbs/dl1/lesson2-download.ipynb
Train model on free GPU :
Blogs to read:
- Your don't need a phd to build deep learning models : https://towardsdatascience.com/fastai-and-pytorch-lightning-are-democratising-ai-92318ff224b1
Learn Fast AI resources:
- Practical Deep Learning for Coders https://course.fast.ai
- Notes for each lesssons (must refer) : https://github.com/hiromis/notes
Quick Build web app to deploy model :
- https://github.com/Akshay090/pokedex-deploy
- Other resource to build quick web app / API
Azure container registry :
- Must watch this : https://channel9.msdn.com/Shows/The-Cloud-Native-Show/What-is-a-Container-registry-and-Azure-Container-Service
- Use container registry from VS Code : https://docs.microsoft.com/en-us/azure/javascript/tutorial-vscode-docker-node-02
Devops on Azure Resources: